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ARTICLE36

Building a Bit-Accurate Fused QKV + RoPE Kernel for Qwen 2.5 in Triton

DEV.to AI·April 23, 2026

This article details the creation of a bit-accurate Triton kernel for Qwen 2.5, fusing QKV projection, RoPE, and KV cache write into a single GPU launch. It achieves a 4.5-5x speedup over multiple PyTorch operations while maintaining exact output accuracy, with the post explaining its design and benchmarking.

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